Notethatthere(2) (see[4]) F is Therefore ( ) asablack-box distributionˆF.

Taking advantage of an analogy between Transformer stages and the evolution of a dynamical system of multiple interacting particles, we formulate a temporal evolution scheme,TransEvolve, to bypass costly dot-product attention over multiple stacked layers.

MIL has become particularly popular in histopathology, where gigapixel microscopy slides are cut into patches representing small tissue regions.